Ohio Code

Many tools overlap heavily: ask_pipeworx, ask_pipeworx_beta, and ask_pipeworx_grounded are nearly identical variants, and the prediction-market cluster (bet_research, polymarket_arbitrage, polymarket_edges, polymarket_edge_tracker, polymarket_fill_risk, polymarket_kalshi_spread) has substantial boundary confusion. Company-financial tools (entity_profile, company_facts, compare_entities, validate_claim) also cover overlapping ground, making misselection likely.

Most tools use snake_case and roughly follow a verb_noun pattern (ask_pipeworx, compare_entities, resolve_entity, validate_claim). However, the conventions are mixed: bare verbs like remember, recall, and forget sit alongside noun-phrase names like oh_revised_code and gerunds like pipeworx_trending, so while readable the set is not predictable.

37 tools is excessive for a server named "Ohio Code" when only one tool actually serves that domain. Even treating it as a general data/prediction-market toolkit, the count is heavy and includes several meta-tools (discover_tools, pipeworx_trending, pipeworx_feedback, suggest_questions) and unrelated utilities (scan_dependency, generate_llms_txt, ai_visibility_check) that feel bolted on.

For the stated Ohio Code purpose, the surface is severely incomplete: a single fetch-text tool with no search, table-of-contents, amendment history, or section listing. The Pipeworx side is more thorough, but the overall set mixes so many unrelated domains that no single purpose is comprehensively served, and the Ohio legal domain—the server's namesake—is nearly absent.